Bridging AI and Science: The Impact of Machine Learning on Material Innovation with Joe Spisak of Meta

Bridging AI and Science: The Impact of Machine Learning on Material Innovation with Joe Spisak of Meta

Author: Lukas Biewald December 7, 2023 Duration: 1:14:44

In the latest episode of Gradient Dissent, we hear from Joseph Spisak, Product Director, Generative AI @Meta, to explore the boundless impacts of AI and its expansive role in reshaping various sectors.

We delve into the intricacies of models like GPT and Llama2, their influence on user experiences, and AI's groundbreaking contributions to fields like biology, material science, and green hydrogen production through the Open Catalyst Project. The episode also examines AI's practical business applications, from document summarization to intelligent note-taking, addressing the ethical complexities of AI deployment.

We wrap up with a discussion on the significance of open-source AI development, community collaboration, and AI democratization.

Tune in for valuable insights into the expansive world of AI, relevant to developers, business leaders, and tech enthusiasts.

We discuss:

  • 0:00 Intro
  • 0:32 Joe is Back at Meta
  • 3:28 What Does Meta Get Out Of Putting Out LLMs?
  • 8:24 Measuring The Quality Of LLMs
  • 10:55 How Do You Pick The Sizes Of Models
  • 16:45 Advice On Choosing Which Model To Start With
  • 24:57 The Secret Sauce In The Training
  • 26:17 What Is Being Worked On Now
  • 33:00 The Safety Mechanisms In Llama 2
  • 37:00 The Datasets Llama 2 Is Trained On
  • 38:00 On Multilingual Capabilities & Tone
  • 43:30 On The Biggest Applications Of Llama 2
  • 47:25 On Why The Best Teams Are Built By Users
  • 54:01 The Culture Differences Of Meta vs Open Source
  • 57:39 The AI Learning Alliance
  • 1:01:34 Where To Learn About Machine Learning
  • 1:05:10 Why AI For Science Is Under-rated
  • 1:11:36 What Are The Biggest Issues With Real-World Applications

Thanks for listening to the Gradient Dissent podcast, brought to you by Weights & Biases. If you enjoyed this episode, please leave a review to help get the word out about the show. And be sure to subscribe so you never miss another insightful conversation.

#OCR #DeepLearning #AI #Modeling #ML


Lukas Biewald hosts Gradient Dissent: Conversations on AI, a series that moves beyond theoretical discussions to examine how artificial intelligence is actually built and deployed. Each episode features a direct, unscripted talk with a leading practitioner-you’ll hear from engineers and researchers at places like NVIDIA, Meta, Google, Lyft, and OpenAI. The focus is on the tangible challenges and breakthroughs they encounter, from initial research to the complex reality of putting models into production. This isn't about abstract futures; it's a grounded look at the decisions shaping the field right now. Biewald, bringing his perspective from Weights & Biases, steers conversations toward the practical trade-offs and collaborative efforts that define modern AI work. For anyone in technology or business who wants to understand the mechanics behind the headlines, this podcast offers a rare, candid window into the process. You’ll come away with a clearer sense of how ideas become functional systems and what it really takes to operate at the cutting edge.
Author: Language: English Episodes: 100

Gradient Dissent: Conversations on AI
Podcast Episodes
Emad Mostaque — Stable Diffusion, Stability AI, and What’s Next [not-audio_url] [/not-audio_url]

Duration: 1:10:29
Emad Mostaque is CEO and co-founder of Stability AI, a startup and network of decentralized developer communities building open AI tools. Stability AI is the company behind Stable Diffusion, the well-known, open source,…
Jehan Wickramasuriya — AI in High-Stress Scenarios [not-audio_url] [/not-audio_url]

Duration: 1:00:02
Jehan Wickramasuriya is the Vice President of AI, Platform & Data Services at Motorola Solutions, a global leader in public safety and enterprise security.In this episode, Jehan discusses how Motorola Solutions uses AI t…
Will Falcon — Making Lightning the Apple of ML [not-audio_url] [/not-audio_url]

Duration: 45:21
Will Falcon is the CEO and co-founder of Lightning AI, a platform that enables users to quickly build and publish ML models.In this episode, Will explains how Lightning addresses the challenges of a fragmented AI ecosyst…
Aaron Colak — ML and NLP in Experience Management [not-audio_url] [/not-audio_url]

Duration: 50:00
Aaron Colak is the Leader of Core Machine Learning at Qualtrics, an experiment management company that takes large language models and applies them to real-world, B2B use cases.In this episode, Aaron describes mixing cla…
Jordan Fisher — Skipping the Line with Autonomous Checkout [not-audio_url] [/not-audio_url]

Duration: 57:58
Jordan Fisher is the CEO and co-founder of Standard AI, an autonomous checkout company that’s pushing the boundaries of computer vision.In this episode, Jordan discusses “the Wild West” of the MLOps stack and tells Lukas…
Drago Anguelov — Robustness, Safety, and Scalability at Waymo [not-audio_url] [/not-audio_url]

Duration: 1:09:01
Drago Anguelov is a Distinguished Scientist and Head of Research at Waymo, an autonomous driving technology company and subsidiary of Alphabet Inc.We begin by discussing Drago's work on the original Inception architectur…
Boris Dayma — The Story Behind DALL·E mini, the Viral Phenomenon [not-audio_url] [/not-audio_url]

Duration: 35:59
Check out this report by Boris about DALL-E mini:https://wandb.ai/dalle-mini/dalle-mini/reports/DALL-E-mini-Generate-images-from-any-text-prompt--VmlldzoyMDE4NDAyhttps://wandb.ai/_scott/wandb_example/reports/Collaboratio…
Tristan Handy — The Work Behind the Data Work [not-audio_url] [/not-audio_url]

Duration: 1:00:48
Tristan Handy is CEO and founder of dbt Labs. dbt (data build tool) simplifies the data transformation workflow and helps organizations make better decisions.Lukas and Tristan dive into the history of the modern data sta…
Johannes Otterbach — Unlocking ML for Traditional Companies [not-audio_url] [/not-audio_url]

Duration: 44:50
Johannes Otterbach is VP of Machine Learning Research at Merantix Momentum, an ML consulting studio that helps their clients build AI solutions.Johannes and Lukas talk about Johannes' background in physics and applicatio…